Browse Skills — Page 68
21,746 public skills · showing 6,701–6,800
- 100/100
dual-disease-shared-transcriptome-biomarker
aipoch/medical-research-skills
Generates complete dual-disease shared-transcriptome biomarker and hub-gene research designs from a user-provided disease pair and shared-biology direction. Always use this skill whenever a user wants to design, plan, or build a non-oncology two-disease transcriptome study centered on per-disease differential expression, shared-signal intersection or concordance, PPI-based hub-gene prioritization, diagnostic evaluation across both diseases, immune infiltration context, pathway interpretation, and optional orthogonal validation. Covers five study patterns (shared-DEG-first workflow, hub-gene-first shared-biomarker workflow, hybrid shared-biomarker compression workflow, immune-context shared-biomarker workflow, orthogonal validation workflow) and always outputs four workload configs (Lite / Standard / Advanced / Publication+) with recommended primary plan, step-by-step workflow, figure plan, validation strategy, minimal executable version, publication upgrade path...
- 100/100
dual-disease-transcriptomic-ml-planner
aipoch/medical-research-skills
Generates complete dual-disease transcriptomic + machine learning research designs from a user-provided disease pair. Use when users want to identify shared DEGs, common hub genes, cross-disease biomarkers, or shared molecular mechanisms between two diseases using public GEO data. Triggers:"shared biomarker study for two diseases", "dual-disease transcriptomic ML paper", "identify common DEGs between disease A and B", "cross-disease hub gene discovery", "shared DEG + PPI + ROC design", "immune infiltration shared biomarker", or "I want to study disease X and Y together". Always outputs four workload configurations (Lite / Standard / Advanced / Publication+) with a recommended primary plan, step-by-step workflow, figure plan, validation strategy, minimal executable version, and publication upgrade path.
- 100/100
duckdb
TerminalSkills/skills
>
- 100/100
duckdb-en
aAAaqwq/AGI-Super-Team
DuckDB CLI specialist for SQL analysis, data processing and file conversion. Use for SQL queries, CSV/Parquet/JSON analysis, database queries, or data conversion. Triggers on "duckdb", "sql", "query", "data analysis", "parquet", "convert data".
- 100/100
duckduckgo-search
NousResearch/hermes-agent
Free web search via DuckDuckGo — text, news, images, videos. No API key needed. Prefer the `ddgs` CLI when installed; use the Python DDGS library only after verifying that `ddgs` is available in the current runtime.
- 5/100
duffel
vm0-ai/vm0-skills
Duffel API for booking flights and hotels (stays). Use when user mentions "Duffel", "book flight", "flight search", "airline API", "hotel booking", "stays API", or travel booking.
- 100/100
duftmarke-und-geschmacksmarke
Klotzkette/claude-fuer-deutsches-recht
Riechmarken und Geschmacksmarken: EuGH C-273/00 Sieckmann-Kriterien, faktische Uneintragbarkeit, Workaround-Strategien ueber Aroma-Patente, UWG-Nachahmungsschutz § 4 Nr. 3 UWG, Geheimrezept-Schutz. Laedt, wenn der Nutzer 'Duftmarke', 'Riechmarke', 'Parfum Marke', 'Geschmacksmarke' oder 'Duft schützen' sagt.
- 100/100
dump
kurtosis-tech/kurtosis
Dump Kurtosis state for debugging and sharing. Export enclave state including service logs, configurations, and file artifacts to a local directory. Use when you need to capture state for offline analysis or to share with others for debugging.
- 100/100
dump-channel
terrylica/cc-skills
user wants to archive, dump, or back up an entire Telegram channel or chat history to NDJSON with all media files downloaded. Full history.
- 100/100
dune
TermiX-official/cryptoclaw
Execute and query Dune Analytics dashboards for on-chain data and custom SQL analytics.
- 100/100
dungeon-fighter-online-automation
ComposioHQ/awesome-claude-skills
"Automate Dungeon Fighter Online tasks via Rube MCP (Composio). Always search tools first for current schemas."
- 100/100
dupcheck
H-mmer/pentest-agents
Check if a vulnerability has already been reported. Searches platform hacktivity + local findings. Usage: /dupcheck <vuln_type> e.g. /dupcheck XSS in search endpoint
- 100/100
cloudflare/durable-objects
cloudflare/skills
Create and review Cloudflare Durable Objects. Use when building stateful coordination (chat rooms, multiplayer games, booking systems), implementing RPC methods, SQLite storage, alarms, WebSockets, or reviewing DO code for best practices. Covers Workers integration, wrangler config, and testing with Vitest. Biases towards retrieval from Cloudflare docs over pre-trained knowledge.
- 100/100
openai/durable-objects
openai/plugins
Create and review Cloudflare Durable Objects. Use when building stateful coordination (chat rooms, multiplayer games, booking systems), implementing RPC methods, SQLite storage, alarms, WebSockets, or reviewing DO code for best practices. Covers Workers integration, wrangler config, and testing with Vitest. Biases towards retrieval from Cloudflare docs over pre-trained knowledge.
- 100/100
duration-estimation
yogsoth-ai/de-anthropocentric-research-engine
Three-point PERT estimation for implementation activities
- 100/100
dvc
TerminalSkills/skills
|
- 100/100
dwarf-expert
trailofbits/skills
Provides expertise for analyzing DWARF debug files and understanding the DWARF debug format/standard (v3-v5). Triggers when understanding DWARF information, interacting with DWARF files, answering DWARF-related questions, or working with code that parses DWARF data.
- 100/100
dwarf-expert
diegosouzapw/awesome-omni-skills
Overview workflow skill. Use this skill when the user needs Provides expertise for analyzing DWARF debug files and understanding the DWARF debug format/standard (v3-v5). Triggers when understanding DWARF information, interacting with DWARF files, answering DWARF-related questions, or working with code that parses DWARF data and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
- 100/100
dwarf-expert-v2
diegosouzapw/awesome-omni-skills
Overview workflow skill. Use this skill when the user needs Provides expertise for analyzing DWARF debug files and understanding the DWARF debug format/standard (v3-v5). Triggers when understanding DWARF information, interacting with DWARF files, answering DWARF-related questions, or working with code that parses DWARF data and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
- 100/100
dx-optimizer
diegosouzapw/awesome-omni-skills
dx-optimizer workflow skill. Use this skill when the user needs Developer Experience specialist. Improves tooling, setup, and workflows. Use PROACTIVELY when setting up new projects, after team feedback, or when development friction is noticed and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
- 100/100
dx-optimizer-v2
diegosouzapw/awesome-omni-skills
dx-optimizer workflow skill. Use this skill when the user needs Developer Experience specialist. Improves tooling, setup, and workflows. Use PROACTIVELY when setting up new projects, after team feedback, or when development friction is noticed and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
- 100/100
dyn-object-masks
elizaOS/eliza
Generate dynamic-object binary masks after global motion compensation, output CSR sparse format.
- 80/100
dynamic
popup-studio-ai/bkit-claude-code
|
- 100/100
dynamic-tracking
yogsoth-ai/de-anthropocentric-research-engine
Strategy for continuous rating updates using Elo, Glicko-2, TrueSkill 2, and Whole-History Rating for live ranking systems and A/B testing.
- 100/100
Dynamics 365 Automation
ComposioHQ/awesome-claude-skills
"Dynamics 365 Automation: manage CRM contacts, accounts, leads, opportunities, sales orders, invoices, and cases via the Dynamics CRM Web API"
- 100/100
dynamo-interconnect-check
openai/plugins
Validate that a Dynamo deployment's NIXL/UCX/NCCL interconnect is ready for disaggregated serving over RDMA/NVLink. Use after recipe-runner brings a deployment up (especially disagg/multi-node) to confirm the KV transport is correct; use troubleshoot for diagnosing already-failed pods.
- 75/100
dynamo-router-starter
openai/plugins
Start or patch Dynamo router modes and run router endpoint smoke checks. Use for round-robin, KV-aware, least-loaded, or device-aware routing setup; use recipe-runner for recipe deployment and troubleshoot for failure diagnosis.
- 60/100
e2b
vm0-ai/vm0-skills
E2B API for creating and managing secure cloud sandboxes for AI code
- 100/100
e2e
vellum-ai/vellum-assistant
>
- 100/100
e2e-scenario-testing
obra/dotfiles
Use when verifying a running application end-to-end through its real interface — a web UI, a CLI, or a TUI — by writing and executing agent-run "scenario cards" against a freshly built instance with falsifiable assertions. Trigger on "test it end to end", "prove the UI actually works", "write/run a scenario", or after a change touches a user-facing surface that unit tests can't fully cover. Not for unit tests, pure code review, or API-only checks.
- 100/100
e2e-testing
affaan-m/ECC
Playwright E2E testing patterns, Page Object Model, configuration, CI/CD integration, artifact management, and flaky test strategies.
- 100/100
e2e-testing-patterns
diegosouzapw/awesome-omni-skills
E2E Testing Patterns workflow skill. Use this skill when the user needs Build reliable, fast, and maintainable end-to-end test suites that provide confidence to ship code quickly and catch regressions before users do and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
- 70/100
e2e-testing-patterns
wshobson/agents
Master end-to-end testing with Playwright and Cypress to build reliable test suites that catch bugs, improve confidence, and enable fast deployment. Use when implementing E2E tests, debugging flaky tests, or establishing testing standards.
- 100/100
e2e-testing-patterns-v2
diegosouzapw/awesome-omni-skills
E2E Testing Patterns workflow skill. Use this skill when the user needs Build reliable, fast, and maintainable end-to-end test suites that provide confidence to ship code quickly and catch regressions before users do and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
- 100/100
e2e-testing-patterns-v3
diegosouzapw/awesome-omni-skills
E2E Testing Patterns workflow skill. Use this skill when the user needs Build reliable, fast, and maintainable end-to-end test suites that provide confidence to ship code quickly and catch regressions before users do and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
- 100/100
e2e-testing-v2
diegosouzapw/awesome-omni-skills
E2E Testing Workflow workflow skill. Use this skill when the user needs End-to-end testing workflow with Playwright for browser automation, visual regression, cross-browser testing, and CI/CD integration and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
- 100/100
earllm-build
diegosouzapw/awesome-omni-skills
EarLLM One \u2014 Build & Maintain workflow skill. Use this skill when the user needs Build, maintain, and extend the EarLLM One Android project \u2014 a Kotlin/Compose app that connects Bluetooth earbuds to an LLM via voice pipeline and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
- 100/100
earllm-build-v2
diegosouzapw/awesome-omni-skills
EarLLM One \u2014 Build & Maintain workflow skill. Use this skill when the user needs Build, maintain, and extend the EarLLM One Android project \u2014 a Kotlin/Compose app that connects Bluetooth earbuds to an LLM via voice pipeline and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.
- 100/100
earned-media-outreach
mkurman/zorai
When the user wants to get press coverage, appear on podcasts, or build relationships with journalists and content creators. Also use when the user mentions "podcast guesting", "press outreach", "PR", "media exposure", "get on podcasts", or "journalist outreach".
- 100/100
earnings-analysis
anthropics/financial-services
Create professional equity research earnings update reports (8-12 pages, 3,000-5,000 words) analyzing quarterly results for companies already under coverage. Fast-turnaround format focusing on beat/miss analysis, key metrics, updated estimates, and revised thesis. Includes 1-3 summary tables and 8-12 charts. Use when user requests "earnings update", "quarterly update", "earnings analysis", "Q1/Q2/Q3/Q4 results", or post-earnings report.
- 80/100
earnings-deep-dive
openai/role-specific-plugins
Use when analyzing public-company earnings after results, guidance, transcript, or call commentary. Do not use for pre-print previews.
- 100/100
earnings-flash
openai/plugins
Rapid first-read earnings flash for a given company
- 100/100
earnings-forecast
HKUDS/Vibe-Trading
盈利预测与一致预期分析(自上而下/自下而上预测法/SUE/PEAD/分析师预期修正),捕捉业绩超预期交易机会。
- 100/100
earnings-prep
openai/plugins
Pre-earnings preparation report for the night before a company reports
- 100/100
openai/earnings-preview
openai/role-specific-plugins
Use when preparing full pre-earnings preview reports with executive summary, expectation bar, guidance credibility, KPI dashboard, scenarios, and call questions. Do not use after results or for short summaries unless the user explicitly asks for a summary/short version.
- 100/100
anthropics/earnings-preview
anthropics/financial-services
Build pre-earnings analysis with estimate models, scenario frameworks, and key metrics to watch. Use before a company reports quarterly earnings to prepare positioning notes, set up bull/bear scenarios, and identify what will move the stock. Triggers on "earnings preview", "what to watch for [company] earnings", "pre-earnings", "earnings setup", or "preview Q[X] for [company]".
- 100/100
earnings-preview-single
anthropics/financial-services
Generate a concise 4-5 page equity research earnings preview for a single company. Analyzes the most recent earnings transcript, competitor landscape, valuation, and recent news to produce a professional HTML report.
- 100/100
earnings-review
openai/plugins
Full earnings analysis with guidance tracking for a given company
- 100/100
earnings-revision
HKUDS/Vibe-Trading
Earnings estimate revisions, guidance analysis, and post-earnings drift (PEAD) — track analyst consensus changes, earnings surprise patterns, and management guidance shifts for US/HK equities.
- 100/100
eas-update-insights
expo/skills
Check the health of published EAS Updates: crash rates, install/launch counts, unique users, payload size, and the split between embedded and OTA users per channel. Use when the user asks how an update is performing, whether a rollout is healthy, how many users are on the embedded build vs OTA, or wants to gate CI on update health.
- 100/100
ebm-calculator
aipoch/medical-research-skills
Evidence-Based Medicine diagnostic test calculator. Computes sensitivity, specificity, PPV, NPV, likelihood ratios, NNT, and pre/post-test probability from 2x2 contingency table inputs.
- 100/100
ecc-guide
affaan-m/ECC
Guide users through ECC's current agents, skills, commands, hooks, rules, install profiles, and project onboarding by reading the live repository surface before answering.
- 100/100
ecc-tools-cost-audit
affaan-m/ECC
Evidence-first ECC Tools burn and billing audit workflow. Use when investigating runaway PR creation, quota bypass, premium-model leakage, duplicate jobs, or GitHub App cost spikes in the ECC Tools repo.
- 100/100
echarts
TerminalSkills/skills
>-
- 100/100
echo
skillmatic-ai/playbooks
A test skill that echoes received input. Used for CI/CD pipeline validation and step agent container lifecycle testing.
- 100/100
echo
cwinvestments/memstack
Use when the user references past sessions, asks 'what did we do', 'do you remember', 'last session', 'recall', or 'continue from'.
- 100/100
echtpost-automation
ComposioHQ/awesome-claude-skills
"Automate Echtpost tasks via Rube MCP (Composio). Always search tools first for current schemas."
- 100/100
eclipse-application
yogsoth-ai/de-anthropocentric-research-engine
SOP: 应用 ECLIPSE 框架结构化混合方法研究问题
- 100/100
ecommerce-competitor-analyzer
aAAaqwq/AGI-Super-Team
Multi-platform e-commerce competitor analysis skill that automatically scrapes product data from Amazon, Temu, Shopee and generates comprehensive analysis reports using AI. Use when you need to analyze competitor products, extract product insights, or batch analyze multiple product listings. Supports bulk processing with structured outputs including title, price, rating, reviews, and strategic analysis.
- 100/100
econml
mkurman/zorai
EconML (Microsoft) — heterogeneous treatment effect estimation. Double ML, Causal Forest, Deep IV, and metalearners (S-Learner, T-Learner, X-Learner). Orthogonal learning for causal effects from observational data.
- 100/100
economic-dispatch
elizaOS/eliza
Generator economic dispatch and cost optimization for power systems. Use when minimizing generation costs, computing optimal generator setpoints, calculating operating margins, or working with generator cost functions.
- 100/100
economic-impact-report
openai/role-specific-plugins
Use when translating a specific event, policy change, macro shock, or industry development into public-equity issuer, sector, earnings, valuation, positioning, and portfolio implications. Do not use for standalone macro strategy, rates, FX, credit, futures, or generic market commentary.
- 100/100
ecosystem-entrants
aaronjmars/aeon
Weekly diff of ECOSYSTEM.md against last run — surfaces newly-added projects (and projects removed) as a discrete signal so new entrants aren't lost in the static list. Pairs with ecosystem-pulse (liveness) on Monday morning.
- 100/100
ecosystem-pattern
yogsoth-ai/de-anthropocentric-research-engine
Extract ecosystem-level organization patterns (symbiosis, emergence, resilience) as design templates for complex systems.
- 100/100
ecosystem-pattern-extraction
yogsoth-ai/de-anthropocentric-research-engine
Extract ecosystem-level organization patterns (symbiosis, emergence, cycles, resilience).
- 95/100
ecosystem-primer
langchain-ai/langchain-skills
INVOKE FIRST for any LangChain / LangGraph / Deep Agents agent building project before consulting other skills or writing any agent code. Required starting point for up to date info on framework selection (LangChain vs LangGraph vs Deep Agents vs hybrid composition), agent patterns, install, environment setup, and which skill to load next.
- 40/100
ecosystem-pulse
aaronjmars/aeon
Weekly liveness check of the projects listed in ECOSYSTEM.md — stars/forks/last-commit recency + new releases for any project that can be matched to a GitHub repo
- 100/100
ecosystem-tools
TheBeardedBearSAS/claude-craft
Third-party Claude Code token/context/code-review tools. Use when choosing or recommending an external tool to reduce token usage, manage context, or review large codebases (caveman, code-review-graph, token-savior, context-mode...).
- 100/100
ectd-xml-compiler
aipoch/medical-research-skills
Automatically convert uploaded drug application documents (Word/PDF) into XML skeleton structure compliant with eCTD 4.0/3.2.2 specifications.
- 90/100
ecto-changesets
TheBushidoCollective/han
Use when validating and casting data with Ecto changesets including field validation, constraints, nested changesets, and data transformation. Use for ensuring data integrity before database operations.
- 100/100
ecto-query-patterns
TheBushidoCollective/han
Use when querying data with Ecto.Query DSL including where clauses, joins, aggregates, preloading, and query composition. Use for building flexible database queries in Elixir applications.
- 100/100
ecto-schema-patterns
TheBushidoCollective/han
Use when defining data structures using Ecto schemas including fields, associations, embedded schemas, and schema metadata. Use for modeling domain data in Elixir applications.
- 100/100
ecto-schemas
TheBushidoCollective/han
Use when defining and working with Ecto schemas including field types, associations, and embedded schemas. Use when modeling database entities in Elixir.
- 100/100
edgar-sec-filings
HKUDS/Vibe-Trading
SEC EDGAR filing analysis — 10-K, 10-Q, 8-K, proxy statements, insider Form 4. Extract key financials, risk factors, management discussion, and generate investment signals from US public company filings.
- 100/100
edge-case-generation
yogsoth-ai/de-anthropocentric-research-engine
Systematically generate boundary inputs — boundary values, adversarial constructions, distribution shifts, rare combinations, scale extremes.
- 90/100
edge-computing
TheBeardedBearSAS/claude-craft
Cloudflare Workers, Deno Deploy, Vercel Edge Functions, edge patterns (geo-routing, caching). Use when implementing edge compute, CDN logic, or global low-latency APIs.
- 100/100
edit
skyllwt/AutoSci
Add or remove raw sources, or update wiki content, per user request
- 100/100
edit-article
mkurman/zorai
Edit and improve articles by restructuring sections, improving clarity, and tightening prose. Use when user wants to edit, revise, or improve an article draft.
- 100/100
edit-file
openakita/openakita
Edit file by exact string replacement. Finds old_string and replaces with new_string. Safer and more token-efficient than write_file for modifying existing files. Auto-handles Windows CRLF line endings.
- 100/100
editorconfig
github/awesome-copilot
'Generates a comprehensive and best-practice-oriented .editorconfig file based on project analysis and user preferences.'
- 100/100
editorial-review
github/github-well-architected
Review and refine GitHub Well-Architected Framework (WAF) documentation under the content/ folder for clarity, precision, consistency, and publication readiness. Use this when reviewing pull requests, markdown files, or draft content in content/ to ensure guidance is unambiguous, readable, and aligned with editorial standards.
- 100/100
educational-presentation
guia-matthieu/clawfu-skills
>
- 100/100
ef-core
github/awesome-copilot
'Get best practices for Entity Framework Core'
- 100/100
efcore-d2-db-diagram
github/awesome-copilot
Generate D2 database diagrams from Entity Framework Core models. USE FOR: EF Core database diagram, Entity Framework Core ERD, DbContext diagram, C# entity relationship diagram, PostgreSQL schema visualization, generate .d2 file from EF Core entities, Fluent API mapping diagram, migrations-based database diagram, table relationships, owned types, many-to-many join tables, indexes and constraints. DO NOT USE FOR: runtime debugging, database migration execution, schema deployment, SQL performance tuning, or draw.io diagrams.
- 100/100
effect
browser-use/browsercode
Work with Effect v4 / effect-smol TypeScript code in this repo
- 100/100
effect-concurrency
TheBushidoCollective/han
Use when Effect concurrency patterns including fibers, fork, join, parallel execution, and race conditions. Use for concurrent operations in Effect applications.
- 100/100
effect-core-patterns
TheBushidoCollective/han
Use when Effect core patterns including Effect<A, E, R> type, succeed, fail, sync, promise, and Effect.gen for composing effects. Use for basic Effect operations.
- 100/100
effect-dependency-injection
TheBushidoCollective/han
Use when Effect dependency injection patterns including Context, Layer, service definitions, and dependency composition. Use for managing dependencies in Effect applications.
- 100/100
effect-error-handling
TheBushidoCollective/han
Use when Effect error handling patterns including catchAll, catchTag, either, option, and typed errors. Use for handling expected errors in Effect applications.
- 100/100
effect-monitoring
aAAaqwq/AGI-Super-Team
Use when monitoring Xiaohongshu marketing campaign performance, tracking promotion effectiveness, analyzing advertising ROI, measuring influencer collaboration results, evaluating activity success rates, or optimizing marketing spend allocation
- 100/100
effect-resource-management
TheBushidoCollective/han
Use when Effect resource management patterns including Scope, addFinalizer, scoped effects, and automatic cleanup. Use for managing resources in Effect applications.
- 80/100
effect-schema
TheBushidoCollective/han
Use when @effect/schema patterns including schema definition, validation, parsing, encoding, and transformations. Use for type-safe data validation in Effect applications.
- 100/100
effect-size-extraction
yogsoth-ai/de-anthropocentric-research-engine
Systematically extract effect sizes and conditions from papers for meta-analytic synthesis
- 100/100
effect-size-planning
yogsoth-ai/de-anthropocentric-research-engine
Determine effect size types and calculation methods for meta-analytic synthesis
- 100/100
effect-testing
TheBushidoCollective/han
Use when testing Effect code including Effect.gen in tests, test layers, mocking services, and testing error scenarios. Use for writing tests for Effect applications.
- 100/100
effect-ts
TerminalSkills/skills
>-
- 100/100
effective-dart
evanca/flutter-ai-rules
Applies Effective Dart guidelines in Flutter/Dart code. Use when writing or reviewing Dart code for naming conventions, types, style, imports, file structure, usage patterns, documentation, testing, widgets, state management, or performance.
- 100/100
effective-liteparse
run-llama/benchmark-claude-pdfs
Use this skill whenever a task involves a document file (PDF, DOCX, PPTX, XLSX, or image) and you need to read it or pull text, tables, or specific values out of it — to answer a question about its contents, look up a figure, or extract data. Provides fast, local, model-free extraction via the `lit` CLI with disciplined, low-cost search patterns.
- 100/100
efficiency-rules
wgpsec/AboutSecurity
渗透测试效率规则。防止盲目枚举、工具阻塞等低效行为,确保在有限时间内最大化漏洞发现数量。当开始渗透测试、发现扫描工具运行时间过长、陷入盲目爆破循环、或需要决策下一步攻击方向时使用。每轮渗透开始前建议阅读
- 100/100
efficient-exploration
yogsoth-ai/de-anthropocentric-research-engine
Strategy for large-N sparse pairwise comparison using TrueSkill, active learning, and rank centrality to rank 100+ candidates from limited comparisons.
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